AI-generated visibility summary

AI visibility summary for Carlowrie Castle

Carlowrie Castle holds a 65.5 overall AI visibility score across three engines and three prompts, with a 77.8% mention rate and 55.6% citation rate. Google Search is the strongest engine (100% mention and citation, score 89.1), while Google AI Overview is the weakest (66.7% mention, 0% citation, score 40.0); ChatGPT sits between at 66.7% on both metrics. Competitor pressure is concentrated: Dundas Castle trails only narrowly on score (57.2) but leads on citations (24 versus Carlowrie's 19), and Celticcastles converts a low 11.1% mention rate into a 66.7% citation rate, indicating it is referenced as a source more often than it is named. Carlowrie's citation gap is most acute on Google AI Overview, where it is mentioned but never cited. The practical implication is that Carlowrie's own domain must become the cited source, not merely a mentioned entity, particularly on AI Overview, where competitor domains such as dundascastle.co.uk and celticcastles.com currently absorb citation share.

Prompt search volumes in this report are AI estimates, not measured keyword data.

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Scan evidence for Carlowrie Castle

Visibility score
65.5
Mention rate
77.8%
Citation rate
55.6%
Engines
3
Prompts
3

Strongest engines

EngineScoreMentionsCitations
Google Search 89.1 100.0% 100.0%
ChatGPT 62.9 66.7% 66.7%
Google AI Overview 40.0 66.7% 0.0%

Visibility gaps

EngineScoreMentionsCitations
Google AI Overview 40.0 66.7% 0.0%
ChatGPT 62.9 66.7% 66.7%
Google Search 89.1 100.0% 100.0%

Competitive landscape

  1. Carlowrie Castle brand carlowriecastle.co.uk Score 65.5
  2. Dundas Castle dundascastle.co.uk Score 57.2
  3. Celticcastles celticcastles.com Score 38.8
  4. Historicenvironment historicenvironment.scot Score 28.1
  5. Borthwickcastle borthwickcastle.com Score 26.9
  6. Melvillecastle melvillecastle.com Score 21.9
  7. Nts nts.org.uk Score 15.2
  8. Dalhousiecastle dalhousiecastle.co.uk Score 14.9

Most cited domains

  1. dundascastle.co.uk 24 citations · 8.0%
  2. carlowriecastle.co.uk 19 citations · 6.3%
  3. celticcastles.com 16 citations · 5.3%
  4. countrylife.co.uk 14 citations · 4.7%
  5. melvillecastle.com 13 citations · 4.3%
  6. clunycastle.com 12 citations · 4.0%
  7. borthwickcastle.com 11 citations · 3.7%
  8. historicenvironment.scot 9 citations · 3.0%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
What are the best exclusive use castles near Edinburgh for a luxury wedding? 3 3 2
Compare luxury castle venues in Scotland for a private stay with world-class dining and 32-acre grounds. 3 3 2
How much does it cost to hire a private castle in Scotland for a corporate event or staff incentive? 3 1 1
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A 2026 measurement study found nearly 30% of Google AI Overview cited domains did not appear in the co-displayed first page of organic results.

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18
AI engines and search sources tracked
2.5B+
ChatGPT prompts per day, confirmed by OpenAI
1.5B+
Monthly Google AI Overview users reported in 2025
~30%
AI Overview cited domains absent from first-page organic results

Sources: OpenAI-confirmed ChatGPT usage, Google AI Overview reach, 2026 AI Overview citation study.

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